{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#\n",
    "# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved.\n",
    "#\n",
    "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
    "# you may not use this file except in compliance with the License.\n",
    "# You may obtain a copy of the License at\n",
    "#\n",
    "#     http://www.apache.org/licenses/LICENSE-2.0\n",
    "#\n",
    "# Unless required by applicable law or agreed to in writing, software\n",
    "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
    "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
    "# See the License for the specific language governing permissions and\n",
    "# limitations under the License.\n",
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check the TensorRT version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TensorRT version: 7.2.2.1\r\n"
     ]
    }
   ],
   "source": [
    "!python3 -c 'import tensorrt; print(\"TensorRT version: {}\".format(tensorrt.__version__))'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import required modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import pycuda.driver as cuda\n",
    "import pycuda.autoinit\n",
    "import tensorrt as trt\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "TRT_LOGGER = trt.Logger()\n",
    "\n",
    "# Filenames of TensorRT plan file and input/output images.\n",
    "engine_file = \"fcn-resnet101.engine\"\n",
    "input_file  = \"input.ppm\"\n",
    "output_file = \"output.ppm\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Utilities for input / output processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For torchvision models, input images are loaded in to a range of [0, 1] and\n",
    "# normalized using mean = [0.485, 0.456, 0.406] and stddev = [0.229, 0.224, 0.225].\n",
    "def preprocess(image):\n",
    "    # Mean normalization\n",
    "    mean = np.array([0.485, 0.456, 0.406]).astype('float32')\n",
    "    stddev = np.array([0.229, 0.224, 0.225]).astype('float32')\n",
    "    data = (np.asarray(image).astype('float32') / float(255.0) - mean) / stddev\n",
    "    # Switch from HWC to to CHW order\n",
    "    return np.moveaxis(data, 2, 0)\n",
    "\n",
    "def postprocess(data):\n",
    "    num_classes = 21\n",
    "    # create a color palette, selecting a color for each class\n",
    "    palette = np.array([2 ** 25 - 1, 2 ** 15 - 1, 2 ** 21 - 1])\n",
    "    colors = np.array([palette*i%255 for i in range(num_classes)]).astype(\"uint8\")\n",
    "    # plot the segmentation predictions for 21 classes in different colors\n",
    "    img = Image.fromarray(data.astype('uint8'), mode='P')\n",
    "    img.putpalette(colors)\n",
    "    return img\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load TensorRT engine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Deserialize the TensorRT engine from specified plan file. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_engine(engine_file_path):\n",
    "    assert os.path.exists(engine_file_path)\n",
    "    print(\"Reading engine from file {}\".format(engine_file_path))\n",
    "    with open(engine_file_path, \"rb\") as f, trt.Runtime(TRT_LOGGER) as runtime:\n",
    "        return runtime.deserialize_cuda_engine(f.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inference pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Starting with a deserialized engine, TensorRT inference pipeline consists of the following steps:\n",
    "- Create an execution context and specify input shape (based on the image dimensions for inference).\n",
    "- Allocate CUDA device memory for input and output.\n",
    "- Allocate CUDA page-locked host memory to efficiently copy back the output.\n",
    "- Transfer the processed image data into input memory using asynchronous host-to-device CUDA copy.\n",
    "- Kickoff the TensorRT inference pipeline using the asynchronous execute API.\n",
    "- Transfer the segmentation output back into pagelocked host memory using device-to-host CUDA copy.\n",
    "- Synchronize the stream used for data transfers and inference execution to ensure all operations are completes.\n",
    "- Finally, write out the segmentation output to an image file for visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def infer(engine, input_file, output_file):\n",
    "    print(\"Reading input image from file {}\".format(input_file))\n",
    "    with Image.open(input_file) as img:\n",
    "        input_image = preprocess(img)\n",
    "        image_width = img.width\n",
    "        image_height = img.height\n",
    "\n",
    "    with engine.create_execution_context() as context:\n",
    "        # Set input shape based on image dimensions for inference\n",
    "        context.set_binding_shape(engine.get_binding_index(\"input\"), (1, 3, image_height, image_width))\n",
    "        # Allocate host and device buffers\n",
    "        bindings = []\n",
    "        for binding in engine:\n",
    "            binding_idx = engine.get_binding_index(binding)\n",
    "            size = trt.volume(context.get_binding_shape(binding_idx))\n",
    "            dtype = trt.nptype(engine.get_binding_dtype(binding))\n",
    "            if engine.binding_is_input(binding):\n",
    "                input_buffer = np.ascontiguousarray(input_image)\n",
    "                input_memory = cuda.mem_alloc(input_image.nbytes)\n",
    "                bindings.append(int(input_memory))\n",
    "            else:\n",
    "                output_buffer = cuda.pagelocked_empty(size, dtype)\n",
    "                output_memory = cuda.mem_alloc(output_buffer.nbytes)\n",
    "                bindings.append(int(output_memory))\n",
    "\n",
    "        stream = cuda.Stream()\n",
    "        # Transfer input data to the GPU.\n",
    "        cuda.memcpy_htod_async(input_memory, input_buffer, stream)\n",
    "        # Run inference\n",
    "        context.execute_async_v2(bindings=bindings, stream_handle=stream.handle)\n",
    "        # Transfer prediction output from the GPU.\n",
    "        cuda.memcpy_dtoh_async(output_buffer, output_memory, stream)\n",
    "        # Synchronize the stream\n",
    "        stream.synchronize()\n",
    "\n",
    "    with postprocess(np.reshape(output_buffer, (image_height, image_width))) as img:\n",
    "        print(\"Writing output image to file {}\".format(output_file))\n",
    "        img.convert('RGB').save(output_file, \"PPM\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot input image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe2ec029610>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Image.open(input_file))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running TensorRT inference for FCN-ResNet101\n",
      "Reading engine from file fcn-resnet101.engine\n",
      "Reading input image from file input.ppm\n",
      "Writing output image to file output.ppm\n"
     ]
    }
   ],
   "source": [
    "print(\"Running TensorRT inference for FCN-ResNet101\")\n",
    "with load_engine(engine_file) as engine:\n",
    "    infer(engine, input_file, output_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot segmentation output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe296034070>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Image.open(output_file))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
